This session explores the foundations of effective Agentic development, highlighting how autonomous systems can drive intelligent decision-making. Attendees will see how Improving’s Code Explorer accelerates legacy modernization by mapping dependencies and generating actionable migration plans. A spotlight on “MSK Takeout at Lightspeed” reveals how teams can rapidly transition from AWS MSK to Confluent Cloud with minimal disruption. The talk also covers upgrade strategies for other legacy platforms, offering a scalable path to event-driven architecture. Designed for technical leaders and architects, this session delivers practical insights into AI-powered transformation.